The Use of Wavelet Transformation in Conjunction with a Heuristic Algorithm as a Tool for Feature Extraction from Signals

The use of algorithms is helpful in analysis of various data samples. Examples of these applications are sound and graphics processing that are used in authentication and analysis of images. In this work, we propose technique of extracting data from image file created based on voice sample. Proposed method makes use of mathematical model of wavelet transformation and it’s graphical visualization like scaleogram combined with computational intelligence methods like neural network and heuristic algorithm. In order to verify operation of proposed technique we present experimental results. DOI: http://dx.doi.org/10.5755/j01.itc.46.3.17582

[1]  Robertas Damasevicius,et al.  A Prototype SSVEP Based Real Time BCI Gaming System , 2016, Comput. Intell. Neurosci..

[2]  Marcin Gabryel A Bag-of-Features Algorithm for Applications Using a NoSQL Database , 2016, ICIST.

[3]  Ján Kollár,et al.  Extensible Host Language for Domain-Specific Languages , 2016, Comput. Informatics.

[4]  Damian Slota,et al.  Application of Real Ant Colony Optimization Algorithm to Solve Space Fractional Heat Conduction Inverse Problem , 2017, ICIST.

[5]  Patrick Keogh,et al.  Wavelet analysis to decompose a vibration simulation signal to improve pre-distribution testing of packaging , 2016 .

[6]  Michaela Bacíková,et al.  Teaching pragmatic model-driven software development , 2015, Comput. Sci. Inf. Syst..

[7]  Hirokazu Kameoka Non-negative Matrix Factorization and Its Variants for Audio Signal Processing , 2016 .

[8]  Marcin Korytkowski,et al.  Fast image classification by boosting fuzzy classifiers , 2016, Inf. Sci..

[9]  Damian Slota,et al.  Application and comparison of intelligent algorithms to solve the fractional heat conduction inverse problem , 2016, Inf. Technol. Control..

[10]  Tanja Schultz,et al.  Automatic speech recognition for under-resourced languages: A survey , 2014, Speech Commun..

[11]  Rytis Maskeliunas,et al.  Smartphone User Identity Verification Using Gait Characteristics , 2016, Symmetry.

[12]  Hema A. Murthy,et al.  An analysis of the high resolution property of group delay function with applications to audio signal processing , 2016, Speech Commun..

[13]  Marcin Gabryel The Bag-of-Features Algorithm for Practical Applications Using the MySQL Database , 2016, ICAISC.

[14]  Rafal Scherer,et al.  Novel rough neural network for classification with missing data , 2016, 2016 21st International Conference on Methods and Models in Automation and Robotics (MMAR).

[15]  Koji Makino,et al.  Positioning Control of a Micro Manipulation Robot Based on Voice Command Recognition for the Microscopic Cell Operation , 2017 .

[16]  Matús Sulír,et al.  Recording concerns in source code using annotations , 2016, Comput. Lang. Syst. Struct..

[17]  Rafał Scherer,et al.  A Fuzzy Relational System with Linguistic Antecedent Certainty Factors , 2003 .

[18]  A. Haar Zur Theorie der orthogonalen Funktionensysteme , 1910 .

[19]  Luiz Eduardo Soares de Oliveira,et al.  An evaluation of Convolutional Neural Networks for music classification using spectrograms , 2017, Appl. Soft Comput..

[20]  Yong Xiang,et al.  Audio signal analysis for tool wear monitoring in sheet metal stamping , 2017 .